In this tutorial we will first introduce basic ML/DL models including multilayer perceptrons and convolutional neural networks (CNNs). We will also walk through an introduction on PyTorch and introduce DataLoader as well as doing data augmentation with PyTorch. There will be a hands-on session on Natural Hazard Detection as an example of how a CNN can be used to do image classification.